Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published Aug 10 • 139
AREX: Towards a Recursively Self-Improving Agent for Deep Research Paper • 2607.21461 • Published Jul 23 • 153
NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness Paper • 2609.08183 • Published Sep 8 • 473
Trajectory-Level Speculation with Semantic Verification for Tool-Using Agents Paper • 2610.21463 • Published 11 days ago • 25